CLUSTER ANSWERS-CHATBOT-WEB · 32 ENTRIES · EARLIEST ENTRY 2026-08-16
RAG document Q&A chatbots
This cluster consists of retrieval-augmented generation (RAG) chatbots that answer questions from ingested documents, websites, or knowledge bases, typically citing sources. The dated history before the index start is sparse and irregular, spanning from May 2025 to June 2026, with no clear shape. Info_scraper leads on traction among members.
Entry timeline
ENTRY TIMELINE
Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.
Members by activity
Activity signals, not revenue.
Build origin · 2 ai-built · 3 hand-coded · 7 unlabelled
Operator · 7 hobby · 1 commercial · 4 unlabelled
Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 12 listed below. Unlabelled means nothing has decided yet — not that the answer is small.
- 21DeepReview1★4 molivehobbyWeb platform where students upload academic papers to get an AI chat grounded in the text and Socratic questioning that builds critical thinking.
- 22Chat_Bot_Line-Deverlop-X7Cg0★25 days—Messaging chatbot that recommends research advisors from document knowledge and sends appointment and queue notifications to students and teachers.
- 23thesis-rag-unicordoba0★1 molivehand-codedhobbyConversational search tool that answers questions about university theses with cited sources and honest fallbacks.
- 24biosci-scholar-bot0★1 mo—ai-builtChat bot that helps biological science researchers search, summarize, and understand academic papers and literature.
- 25clios0★1 mo—hobbyChatbot that answers questions about advertising awards, winners, and juries by retrieving relevant event data through semantic search.
- 26project-sport-nutrition-assistant0★1 molivehobbyAI chatbot that answers sports nutrition questions from videos and documents, providing source references to support its answers for athletes.
- 27docchat-demo0★1 molivehand-codedhobbyChatbot that answers questions from your documentation with citations and streaming responses.
- 28nasa-space-bio4★1 yrabandonedlivehobbyChat bot that answers questions about space biology research using retrieval-augmented generation over scientific literature.
- 29pnc-slackbot0★4 mo—hand-codedhobbySlack chatbot that answers questions about a company's People & Culture handbook using retrieval-augmented generation.
- 30WebLangChain0★unknownliveChatbot that answers queries by conducting research and citing sources.
- 31Insight Weaver0★unknownliveai-builtChatbot that transforms research into interactive conversations by crawling websites and uploading documents with source citations.
- 32Toxindex Chat by Insilica0★unknownlivecommercialChatbot that answers queries about chemical toxicity and analyzes compounds to support research and safety decisions.
Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.